Accelerating the Operational Scale-up of GenAI - Industrializing Solutions for Business Outcomes
Discover strategies for industrializing GenAI operations, from provisioning to risk management, ensuring trusted solutions that deliver business outcomes on the Databricks platform.
Next-Gen Data Modeling, Integrity, and Governance with YODA - Insights from Yotpo and ZipRecruiter
Explore next-gen data modeling strategies for large-scale systems. Learn about YODA, an internal tool combining developer experience, DBT, Databricks, and more, to address data standardization and governance challenges.
The Intelligent Future of Data Warehouses and Delta Lake - Structured Streaming with PySPARK
Explore the evolution of data warehousing from traditional ETL to modern Lakehouse architecture, focusing on Delta Lake, Structured Streaming, and PySpark implementation with practical code examples.
Overview of the Databricks Platform and Data Lakehouse Architecture
Discover how Databricks revolutionizes data processing by combining data warehouse and lake architectures through Delta Lake, Apache Spark, MLFlow, and Koalas frameworks for scalable data engineering and analytics.
Building a Management Layer for Structured and Unstructured Data Lakes
Discover how to effectively manage data lakes using modern architectures, open table formats, and version control systems through practical examples with Databricks, Apache Iceberg, and AWS technologies.
Using MLflow and Databricks to Deploy ML Models in Production
Explore MLflow and Databricks for production ML model deployment. Learn end-to-end management, model tracking, and deployment strategies, plus Databricks' Feature Store and AutoML.
Leveraging Databricks for Advanced Geospatial Analysis
Explore advanced geospatial analysis using Databricks. Learn to process spatial data at scale, integrate GIS with big data analytics, and utilize the H3 index for efficient grid-based operations.
Managing Machine Learning Experiments with MLflow
Learn to manage ML experiments, reproduce pipelines, and deploy models using MLflow, an open-source tool for streamlining the machine learning lifecycle.
Air Traffic Control - Data Governance with Databricks Unity Catalog: Tips, Tricks, and Best Practices
Discover data governance essentials and Unity Catalog's role in simplifying management for lakehouse analytics and AI initiatives. Learn key requirements and best practices.
Apache Spark Structured APIs Using Databricks
Master Apache Spark Structured APIs for data manipulation using Databricks. Learn RDD, DataFrame API, data aggregation, and ETL operations in this comprehensive overview.
Getting Started with Delta Lake on Databricks
Explore Delta Lake's optimized data storage in Databricks, enhancing query performance and enabling time travel while reducing system complexity.
Data Mesh: Architecture and Implementation on GCP and Databricks
Explore Data Mesh principles for decentralized data management, empowering teams and ensuring data quality across organizations. Learn implementation on GCP and Databricks.
The Birth and Growth of Spark: An Open Source Success Story
Explore a insightful conversation with Matei Zaharia, creator of Apache Spark, on open-source success, MLflow development, and the future of AI applications combining LLMs with other systems.
The Emerging Toolkit for Reliable, High-quality LLM Applications
Explore emerging techniques in LLMOps for building, tuning, and maintaining high-quality LLM applications. Learn about testing tools, programming frameworks, and methods to control LLM outputs for desired goals.
Charting LLMOps Odyssey - Navigating Large Language Model Operations
Navigate the iterative development of LLM applications, addressing unique challenges in LLMOps design. Learn strategies for overcoming obstacles and adapting to the evolving landscape of large language model operations.
ML and MLOps with Databricks: LLMs and HuggingFace Transformers
Explore LLMs using HuggingFace Transformers for summarization, translation, sentiment analysis, and advanced prompting techniques on Databricks.
Maintaining the Databricks Terraform Provider - A Journey of Growth and Learning
Insights into Databricks Terraform provider's evolution, development challenges, and user anti-patterns from a maintainer's perspective, highlighting growth and lessons learned.
Building GenAI-Powered Solutions Using Mosaic ML, DBRX LLM and LLMOps
Explore LLMs and Generative AI's potential to revolutionize industries. Learn about Databricks Mosaic ML Training Platform, DBRX models, and LLMOps for streamlined AI adoption and innovation in healthcare and insurance.
Texas Rangers' Championship Success with a Data Intelligence Platform
Explore how the Texas Rangers leveraged Databricks' Data Intelligence Platform and GenAI for strategic insights, predictive analytics, and World Series victory.
Enabling Trusted AI with Databricks and Informatica - KPMG Case Study
Discover how KPMG leverages Databricks and Informatica to build trusted AI models, addressing data quality, governance, and ethical challenges for data-driven decision-making and business success.
Streaming Data Pipelines From Supernovas to LLMs
Hands-on tutorial for building real-time data pipelines using Databricks, from ingesting NASA supernova data to implementing LLMs with RAG. Covers ETL, stream processing, and natural language analytics.